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Heteroscedasticity Type 1 Error

from Ancient Greek hetero “different” and skedasis “dispersion”) if there are sub-populations that have different variabilities from others. Here "variability" could be quantified by the variance or any other measure of statistical dispersion. Thus heteroscedasticity is the absence of homoscedasticity. The existence of heteroscedasticity is a heteroscedasticity definition major concern in the application of regression analysis, including the analysis of variance, as

Heteroskedasticity Test

it can invalidate statistical tests of significance that assume that the modelling errors are uncorrelated and uniform—hence that their variances do not heteroskedasticity stata vary with the effects being modeled. For instance, while the ordinary least squares estimator is still unbiased in the presence of heteroscedasticity, it is inefficient because the true variance and covariance are underestimated.[1][2] Similarly, in testing

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for differences between sub-populations using a location test, some standard tests assume that variances within groups are equal. Because heteroscedasticity concerns expectations of the second moment of the errors, its presence is referred to as misspecification of the second order.[3] Contents 1 Definition 2 Consequences 3 Detection 4 Fixes 5 Examples 6 Multivariate case 7 Notes 8 References 9 Further reading 10 External links Definition[edit] Suppose there is a sequence of random variables how to correct heteroskedasticity { Y t } t = 1 n {\displaystyle \lbrace Y_{t}\rbrace _{t=1}^{n}} and a sequence of vectors of random variables, { X t } t = 1 n {\displaystyle \lbrace X_{t}\rbrace _{t=1}^{n}} . In dealing with conditional expectations of Yt given Xt, the sequence {Yt}t=1n is said to be heteroscedastic if the conditional variance of Yt given Xt, changes witht. Some authors refer to this as conditional heteroscedasticity to emphasize the fact that it is the sequence of conditional variances that changes and not the unconditional variance. In fact, it is possible to observe conditional heteroscedasticity even when dealing with a sequence of unconditional homoscedastic random variables; however, the opposite does not hold. If the variance changes only because of changes in value of X and not because of a dependence on the index t, the changing variance might be described using a scedastic function. When using some statistical techniques, such as ordinary least squares (OLS), a number of assumptions are typically made. One of these is that the error term has a constant variance. This might not be true even if the error term is assumed to be drawn from identical distributions. For example, the error term could vary or increase with each observation, something that is often the case with cross-sectional or time series measurements.

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Heteroskedasticity Robust Standard Errors

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Causes Of Heteroscedasticity

is available through Read Online (Free) program, which relies on page scans. Since scans are not currently available to screen how to fix heteroskedasticity readers, please contact JSTOR User Support for access. We'll provide a PDF copy for your screen reader. Journal of the Royal Statistical Society... Vol. 37, No. 1, 1988 Type I Errors after ... Type I https://en.wikipedia.org/wiki/Heteroscedasticity Errors after Preliminary Tests for Heteroscedasticity Steven B. Caudill Journal of the Royal Statistical Society. Series D (The Statistician) Vol. 37, No. 1 (1988), pp. 65-68 Published by: Wiley for the Royal Statistical Society DOI: 10.2307/2348380 Stable URL: http://www.jstor.org/stable/2348380 Page Count: 4 Read Online (Free) Download ($29.00) Subscribe ($19.50) Cite this Item Cite This Item Copy Citation Export Citation Export to RefWorks Export a RIS file (For EndNote, ProCite, http://www.jstor.org/stable/2348380 Reference Manager, Zotero…) Export a Text file (For BibTex) Note: Always review your references and make any necessary corrections before using. Pay attention to names, capitalization, and dates. × Close Overlay Journal Info Journal of the Royal Statistical Society. Series D (The Statistician) Description: The Statistician joined the Journal of the Royal Statistical Society as its Series D from the journal of the Institute of Statisticians after the merger of the two bodies in 1993. The journal was first published by the Institute in 1950 as The Incorporated Statistician. It is now a valuable resource for professional statisticians involved in industry, academic research and education. Articles reflect current research by statisticians worldwide and cover key issues in an informative and accessible way. Some themes of interest to the journal are the teaching and communication of statistics, statistical computing and all aspects of statistics in sport. The journal also aims to bridge the gap between statistical theory and practice and to provide access to currently active or new areas of research by the regular publication of review articles by specialists in these fields. Other important themes include the history and philosophy of statistics and the interaction of statistics with other disciplines as diverse as geography

Tour Start here for a quick overview of the site Help Center Detailed answers to any questions you might have Meta Discuss the workings and policies of this site About Us Learn more about Stack http://stats.stackexchange.com/questions/133272/how-bad-can-heteroscedasticity-be-before-causing-problems Overflow the company Business Learn more about hiring developers or posting ads with us Cross Validated Questions Tags Users Badges Unanswered Ask Question _ Cross Validated is a question and answer site for people interested in statistics, machine learning, data analysis, data mining, and data visualization. Join them; it only takes a minute: Sign up Here's how it works: Anybody can ask a question Anybody can answer The best answers are voted how to up and rise to the top How bad can heteroscedasticity be before causing problems? up vote 6 down vote favorite I have two questions about heteroscedasticity in multiple regressions. According to my trusty textbook (Using Multivariate Statistics 2007, p.127), it says that deviations from heteroscedasticity only reduce that statistical power of a test, rather than inflating the type I error rate (is this true?) I wanted to know if there were any heteroscedasticity type 1 guidelines about how to judge effect sizes for heteroscadisticity and how much is a bad effect size for it to matter (with N=187). Because I use two categorical variables, luckily my residual/predicted plot is in two distinct clumps that I can analyse (see below): regression heteroscedasticity assumptions type-i-errors type-ii-errors share|improve this question edited Jan 13 '15 at 19:18 gung 74.1k19160309 asked Jan 13 '15 at 19:05 user3084100 669 1 In real life problems heteroscedasticity could be the symptom of a more serious misspecification issue. For instance, it may indicate that you should be using unit root process instead of trend stationary. –Aksakal Jan 13 '15 at 19:24 I don't have time to post this as an answer but point 1 is not necessarily true. Try this R code: x <- c(rep(0, 9), 1); y <- c(rnorm(mean=0, n=9, sd=1), rnorm(mean=0, n=1, sd=100)); summary(lm(y~x)). The conditional mean of y is 0 everywhere but the variance is much higher when x=1. I only put one point at x=1, you can see the results! –Silverfish Jan 13 '15 at 19:37 add a comment| 1 Answer 1 active oldest votes up vote 4 down vote It is true that heteroscedasticity reduce your power (see: Efficiency of beta estimates with heteroscedasticity), but it can also inflate type I

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